通信学报 ›› 2016, Vol. 37 ›› Issue (7): 15-29.doi: 10.11959/j.issn.1000-436x.2016130
• 专题:下一代移动通信及网络的关键技术 • 上一篇 下一篇
张平,陶运铮,张治
出版日期:
2016-07-25
发布日期:
2016-07-28
基金资助:
Ping ZHANG,Yun-zheng TAO,Zhi ZHANG
Online:
2016-07-25
Published:
2016-07-28
Supported by:
摘要:
第五代移动通信网络(5G)目前得到了全球企业、研究院所和高校的广泛关注和大量研究。详细介绍和总结了5G的发展历程和国内外研究进展,分析了基于虚拟化的5G网络架构。从无线传输、无线接入、网络这3个角度,深入全面地介绍了5G潜在的关键技术及最新进展,包括大规模多天线、全双工、信道建模与信道编码等,分析了其中一些关键技术的优缺点及未来可研究方向。最后,展望了5G未来发展的重点任务及主要方向。
张平,陶运铮,张治. 5G若干关键技术评述[J]. 通信学报, 2016, 37(7): 15-29.
Ping ZHANG,Yun-zheng TAO,Zhi ZHANG. Survey of several key technologies for 5G[J]. Journal on Communications, 2016, 37(7): 15-29.
表1
主要研究机构及信道模型"
研究结构或组织 | 标准模型 | 简述 |
COST | COST259[ | 相比于COST 259,COST 273改进了角度特征的建模,而且能适用于更多的场景和更高的传输频段。COST 2100主要提出了散射簇可见区域(CVR, cluster visibility region)的概念来描述移动平台处于不同位置时经历的散射簇数量的变化,进一步精确地描述了信道特性 |
COST273[ | ||
COST2100[ | ||
3GPP | TR 25.996[ | TR 25.996首次给出了基于空间的建模(SCM, spatial channel model),该信道模型适用于中心频率为2 GHz,带宽为5 MHz,包含了城市宏蜂窝、城市微蜂窝以及城市郊区这3个场景,同时可以配置任意的天线阵列。TR 36.814增加了中继(relay)、微微蜂窝(pico cell)以及家庭蜂窝(femto cell)等场景的建模。然后,TR 36.873给出了3D MIMO的信道建模,重点阐述了对俯仰角的建模 |
TR 36.814[ | ||
TR 36.873[ | ||
WINNER | SCME[ | SCME、WINNER I/II、WINNER+基于SCM进行扩展,支持带宽100 MHz,载频2~6GHz,支持的场景多达18种 |
WINNERI/II/+[ | ||
ITU | M.2135[ | 为了评估IMT-Advanced 的性能,在综合了3GPP、IST-WINNER等研究机构的科技成果基础上,提出了M.2135,其适用于带宽20~100 MHz,中心频点450 MHz~5 GHz |
METIS | D1.2[ | 基于WINNER II/+扩展,针对5G信道建模新特性进行了改进,主要方面包括频谱范围、空间连续性、3D、球面波等,适用的中心频率为380 MHz~86 GHz |
表2
4种多址技术的特点比较"
多址技术 | 关键技术 | 优点 | 缺点 |
非正交多址接入(NOMA) | 1) SIC检测 | 1) 无明显远近效应% | 1) 接收机复杂度高 |
2) 上行链路的频谱效率提升近20 | |||
2) 功率域复用 | 3) 下行链路吞吐量提升超过30% | 2) 功率域复用技术仍在研究中 | |
稀疏编码多址接入(SCMA) | 1) 低密度签名算法 | 1) 频谱效率提升3倍以上 | 1) 最优码的设计和实现比较难 |
2) 高维调制技术 | 2) 上行链路系统容量比OFDM系统提升2.8倍 | ||
3) 通过MPA进行近似最优检测 | 3) 相较于 OFDMA,下行链路小区的吞吐量提升5%,平均增益提升8% | 2) 用户间干扰增加 | |
图分多址接入(PDMA) | 1) 合适复杂度的SIC的联合/整体设计 | 1) 下行链路频谱效率提升1.5倍 | 1) 图样的设计和最优化的实现较难 |
2) 低复杂度最大似然SIC检测 | 2) 下行链路系统容量提升2~3倍 | 2) 用户间干扰增加 | |
多用户共享接入(MUSA) | 1) SIC检测 | 1) 较低的块出错率 | 1) 传输信号的设计比较难 |
2) 复数域多元码 | |||
3) 叠加编码和叠加信号扩展技术 | 2) 支持大规模的用户接入量 | 2) 用户间干扰增加 |
[1] | IMT-2020. 5G Concept[EB/OL]. . |
[2] | ITU-R M 2083-0. IMT vision, framework and overall objectives of the future development of IMT for 2020 and beyond[S]. ITU-R, Document 5/199-E, 2015. |
[3] | AGYAPONG P , IWAMURA M , STAEHLE D , et al. Design consid-erations for a 5G network architecture[J]. Communications Magazine, IEEE, 2014,52(11):65-75. |
[4] | TULLBERG H , POPOVSKI P , GOZALVEZ-SERRANO D , et al. METIS system concept: the shape of 5G to come[J]. IEEE Communications Magazine, 2015. |
[5] | Nokia. 5G masterplan[EB/OL]. . |
[6] | Ericsson 5G systems-enabling industry and society transformation[EB/OL]. . |
[7] | 华为. 华为4.5G荣获两项GTI年度大奖:杰出贡献推动TDD+全速发展[EB/OL]. , 2016.HUAWEI. Huawei 4.5G won two GTI award of the year: outstanding contributions to promote TDD+ development at full speed[EB/OL]. , 2016. |
[8] | 中兴通讯. Pre5G,用技术创新勾画5G蓝图[J]. 通信产业报, 2014(34).ZTE. Pre5G, draw 5G blueprint by technical innovation[J]. Communications Weekly, 2014(34). |
[9] | GUPTA A , JHA R K . A survey of 5G network: architecture and emerging technologies[J]. IEEE Access, 2015,3:1206-1232. |
[10] | MARZETTA T L . Non-cooperative cellular wireless with unlimited numbers of base station antennas[J]. IEEE Transactions on Wireless Communications, 2010,9(11):3590-3600. |
[11] | ZENG Y , ZHANG R , CHEN Z N . Electromagnetic lens-focusing antenna enabled massive MIMO: performance improvement and cost reduction[C]// IEEE/CIC International Conference on Communication in China, c2014:454-459. |
[12] | MOISCH A F , ASPLUND H , HEDDERGOTT R , et al. The COST259 directional channel model-part I: overview and methodology[J]. IEEE Transactions On Wireless Communications, 2007,5(12):3421-3433. |
[13] | CZINK N , OESTGES C . The COST273 MIMO channel model: there kinds of clusters[C]// IEEE 10th International Symposium on Spread Spectrum Techniques and Applications. c2008:282-286. |
[14] | LIU L , OESTGES C , POUTANEN J , et al. The COST2100 MIMO channel model[J]. IEEE Journals & Magazines, 2012,19(6):92-99. |
[15] | 3GPP. Spatial channel model for multiple input multiple output (MIMO) simulations[S]. 3GPP TR 25.996 version 12.0.0 Release 12, 2014. |
[16] | 3GPP. Further advancements for E-UTRA physical layer aspects[S]. 3GPP TR 36.814 Release 9, 2010. |
[17] | 3GPP. Study on 3D channel model for LTE[S]. 3GPP TR 36.873, 2015. |
[18] | BAUM D S , HANSEN J , SALO J . An interim channel model for beyond-3G systems: extending the 3GPP spatial channel model (SCM)[C]// IEEE 61st Vehicular Technology Conference, c2005:3132-3136. |
[19] | KYOSTI P , MEINILA J , HENTILA L , et al. WINNER II Channel Models part II Radio Channel Measurement and Analysis Results[S]. 2007. |
[20] | ITU-R. Guidelines for evaluation of radio interface technologies for IMT-Advanced[S]. ITU-RM 2135, 2008. |
[21] | NURMEL A V , KARTTUNEN A , ROIVAINEN A , et al. Initial channel models based on measurements[S]. Deliverable D1, METIS. 2015. |
[22] | TOMMI J , PEKKA K . Device-to-device extension to geometry-based stochastic channel models[C]// IEEE European Conference on Anten-nas and Propagation(EuCAP). c2015:1-4. |
[23] | LI Y , WANG Q , ZHONG Z D , et al. Three-dimensional modeling, simulation and evaluation of Device-to-Device channels[C]// IEEE In-ternational Symposium on Antennas and Propagation & USNC/URSI National Radio Science Meeting. c2015:1808-1809. |
[24] | ZHOU Z , GAO X , FANG J , et al. Spherical wave channel and analysis for large linear array in LOS conditions[C]// IEEE Globecom Work-shop. c2015:1-6. |
[25] | GAO X , TUFVESSON F , EDFORS O , et al. Measured propagation characteristics for very-large MIMO at 2.6 GHz[C]// IEEE Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers(ASILOMAR). c2012:295-299. |
[26] | WU S , WANG C X , AGGOUNE E H M , et al. A non-stationary 3-D wideband twin-cluster model for 5g massive MIMO channels[J]. IEEE Journal & Magazines, 2014,32(6):1207-1218. |
[27] | GAO X , TUFVESSON F , EDFORS O . Massive MIMO chan-nels-measurements and models[C]// IEEE Asilomar Conference on Signals, Systems and Computers. c2013:280-284. |
[28] | RAPPAPORT T S , SUN S , MAYZUS R , et al. Millimeter wave mobile communications for 5G cellular: it will work![J]. IEEE Journals &Magazines, 2013,1(1):335-349. |
[29] | LI Q , SHIRANI-MEHR H , BALERCIA T , et al. Millimeter wave channel model and system design considerations[C]// IEEE International Conference on Communication Workshop(ICCW). c2015:1214-1219. |
[30] | BAI T Y , DESAI V , ROBERT W , et al. Millimeter wave cellular chan-nel models for system evaluation[C]// IEEE International Conference on Computing, Networking and Communications(ICNC). c2014:178-182. |
[31] | FOSSORIER , MARC P C , MIODRAG M , et al. Reduced complexity iterative decoding of low-density parity check codes based on belief propagation[J]. IEEE Transactions on Communications, 1999,47(5):673-680. |
[32] | YAZDANI , MOHAMMAD R , SAIED H , et al. Improving belief propagation on graphs with cycles[J]. Communications Letters,IEEE, 2004,8(1):57-59. |
[33] | SONG H X , CRUZ J. R . Reduced-complexity decoding of Q-ary LDPC codes for magnetic recording[J]. IEEE Transactions on Mag-netics, 2003,39(2):1081-1087. |
[34] | PENG R , CHEN R R . Application of non-binary LDPC codes for communication over fading channels using higher order modulations[C]// IEEE Global Telecommunications Conference (GLOBE-COM'06). c2006. |
[35] | BOUTROS J , GHAITH A , WU Y Y . Non-binary adaptive LDPC codes for frequency selective channels: code construction and iterative decoding[C]// IEEE Information Theory Workshop. c2006:184-188. |
[36] | BYERS G J , TAKAWIRA F . Non-binary and concatenated LDPC codes for multiple-antenna transmission[C]// 7th AFRICON Conference in Africa. c2004:83-88. |
[37] | GUO F , HANZO L . Low complexity non-binary LDPC and modula-tion schemes communicating over MIMO channels[C]// IEEE Vehicu-lar Technology Conference (VTC'04). c2004:1294-1298. |
[38] | PENG R , CHEN R R . Design of non-binary LDPC codes over GF(q) for multiple-antenna transmission[C]// IEEE Military Comm Conf (MILCOM'06). c2006:1-7. |
[39] | ARIKAN E . Channel polarization: a method for constructing capac-ity-achieving codes for symmetric binary-input memoryless channels[J]. IEEE Transactions on Information Theory, 2009,55(7):3051-3073. |
[40] | ARIKAN E . On the origin of polar coding[C]// arXiv preprint arXiv:1511.04838(2015). |
[41] | ESLAMI , ALI , HOSSEIN P N . A practical approach to polar codes[C]// 2011 IEEE International Symposium on Information Theory Proceedings (ISIT),IEEE, c2011. |
[42] | SABHARWAL A , SCHNITER P , GUO D , et al. In-band full-duplex wireless: challenges and opportunities[J]. IEEE Journal on Selected Areas in Communications, 2014,32(9):1637-1652. |
[43] | BHARADIA D , MCMILIN E , KATTI S . Full duplex radios[J]. ACM SIGCOMM Computer Communication Review, ACM, 2013,43(4):375-386. |
[44] | EVERETT E , SABHARWAL A . Spatial self-interference isolation for in-band full-duplex wireless: a degrees-of-freedom analysis[J]. arXiv preprint arXiv:1506.03394, 2015. |
[45] | EVERETT E , SAHAI A , SABHARWAL A . Passive self-interference suppression for full-duplex infrastructure nodes[J]. IEEE Transactions on Wireless Communications, 2014,13(2):680-694. |
[46] | JOHNSTON S E , FIORE P D . Full-duplex communication via adap-tive nulling[C]// 2013 Asilomar Conference on Signals, Systems and Computers.IEEE, c2013:1628-1631. |
[47] | FOROOZANFAR E , FRANEK O , TATOMIRESCU A , et al. Full-duplex MIMO system based on antenna cancellation technique[J]. Electronics Letters, 2014,50(16):1116-1117. |
[48] | LAUGHLIN L , BEACH M A , MORRIS K A , et al. Optimum single antenna full duplex using hybrid junctions[J]. IEEE Journal on Se-lected Areas in Communications, 2014,32(9):1653-1661. |
[49] | ASKAR R , KAISER T , SCHUBERT B , et al. Active self-interference cancellation mechanism for full-duplex wireless transceivers[C]// 2014 9th International Conference on Cognitive Radio Oriented Wireless Networks and Communications (CROWNCOM).IEEE, c2014:539-544. |
[50] | CHUNG M K , SIM M S , KIM J , et al. Prototyping real-time full duplex radios[J]. Communications Magazine, IEEE, 2015,53(9):56-63. |
[51] | WANG J , ZHAO H , TANG Y . A RF adaptive least mean square algo-rithm for self-interference cancellation in co-frequency co-time full duplex systems[C]// 2014 IEEE International Conference on Communications (ICC).IEEE, c2014:5622-5627. |
[52] | ZHOU M , SONG L , LI Y , et al. Simultaneous bidirectional link selection in full duplex MIMO systems[J]. IEEE Transactions on Wireless Communications, 2015,14(7):4052-4062. |
[53] | LIAO Y , WANG T , SONG L , et al. Listen-and-talk: protocol design and analysis for full-duplex cognitive radio networks[J]. arXiv preprint arXiv:1602.07579, 2016. |
[54] | SHARMA A , GANTI R K , MILLETH J K . Joint backhaul-access analysis of full duplex self-backhauling heterogeneous networks[J]. arXiv preprint arXiv:1601.01858, 2016. |
[55] | KIEU T N , DO D T , XUAN X N , et al. Wireless information and power transfer for full duplex relaying networks: performance analy-sis[M]// AETA 2015: Recent Advances in Electrical Engineering and Related Sciences. Springer International Publishing, 2016:53-62. |
[56] | ZHENG G . Joint beamforming optimization and power control for full-duplex mimo two-way relay channel[J]. IEEE Transactions on Signal Processing, 2015,63(3):555-566. |
[57] | TAO Y , LIU L , LIU S , et al. A survey: several technologies of non-orthogonal transmission for 5G[J]. China Communications, 2015,121(10):1-15. |
[58] | DAI L , WANG B , YUAN Y , et al. Non-orthogonal multiple access for 5G: solutions, challenges, opportunities, and future research trends[J]. IEEE Communications Magazine, 2015,53(9):74-81. |
[59] | IMT-2020(5G) Promotion Group. 5G无线技术架构白皮书[R]. 2015.IMT-2020(5G) Promotion Group. white paper, wireless technology architecture for 5G[R]. 2015. |
[60] | HIGUCHI K , KISHIYAMA Y . Non-orthogonal access with successive interference cancellation for future radio access[C]// APWCS2012, c2012. |
[61] | AL-IMARI M , XIAO P , IMRAN M A , et al. Uplink non-orthogonal multiple access for 5G wireless networks[C]// Wireless Communications Systems (ISWCS), 2014 11th International Symposium on Barcelona.IEEE, c2014:781-785. |
[62] | AL-IMARI M , XIAO P , IMRAN M A , et al. Uplink non-orthogonal multiple access for 5G wireless networks[C]// 2014 11th International Symposium on Wireless Communications Systems (ISWCS). c2014:781-785. |
[63] | NIKOPOUR H , BALIGH H . Sparse code multiple access[C]// IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). c2013:332-336. |
[64] | LU L , CHEN Y , GUO W , et al. Prototype for 5G new air interface technology SCMA and performance evaluation[J]. China Communications. c2015:38-48. |
[65] | TAHERZADEH M , NIKOPOUR H , BAYESTEH A , et al. SCMA Codebook Design[C]// 2014 IEEE 80th Vehicular Technology Conference (VTC2014-Fall). Vancouver, BC, c2014:1-5. |
[66] | WU Y , ZHANG S , CHEN Y . Iterative multiuser receiver in sparse code multiple access systems[C]// 2015 IEEE International Conference on Communications (ICC). c2015:2918-2923. |
[67] | ZHAI D , SHENG M , WANG X , et al. Rate and energy maximization in SCMA networks with wireless information and power transfer[J]. IEEE Communications Letters, 2016,20(2):360-363. |
[68] | LIU T , LI X , QIU L . Capacity for downlink massive MIMO MU-SCMA system[C]// Wireless Communications & Signal Processing (WCSP). c2015:1-5. |
[75] | Datang Telecom Technology & Industry Group. Spectrum-efficiency enhancing techniques for 5G[R]. IMT-2020 Promotion Group 5G Summit, Beijing, China, 2014. |
[70] | 康绍莉, 戴晓明, 任斌 . 面向5G的PDMA图样分割多址接入技术[J]. 电信网技术, 2015(5):43-47. KANG S L , DAI X M , REN B . Pattern division multiple access for 5G[J]. Telecommunication Network Technology, 2015(5):43-47. |
[71] | YUAN Z , YU G , LI W . Multi-user shared access for 5G[C]// Tele-commun, Network Technology. c2015:28-30. |
[72] | Samsung. Performance evaluation of dynamic TDD reconfiguration[R]. 3GPP R1-120196, 2012. |
[73] | Huawei. Evaluation of TDD traffic adaptive DL-UL reconfiguration in isolated cell scenario[R]. 3GPP R1-120059, HiSilicon, 2012. |
[74] | DEMESTICHAS P , GEORGAKOPOULOS A , KARVOUNAS D , et al. 5G on the horizon: key challenges for the radio access network[J]. IEEE Communications Magazine, 2013,8(3):47-53. |
[75] | SHEN Z , KHORYAEV A , ERIKSSON E , et al. Dynamic uplink-downlinkconfiguration and interference management in TD-LTE[J]. IEEE Communications Magazine, 2012,50(11):51-59. |
[76] | Further enhancements to LTE TDD for DL-UL interference management and traffic adaption[S]. 3GPP TR 36.828, 2012. |
[77] | Evaluation on TDD UL/DL reconfiguration with interference mitiga-tion in multi-cell Pico scenario[S]. 3GPP R1-122209, 2012. |
[78] | CADAMBE V R , JAFAR S A . Interference alignment and degrees of freedom of the k-user interference channel[J]. IEEE Transactions on Information Theory, 2008,54(8):3425-3441. |
[79] | ROST P , BERNARDOS C J , DOMENICO A D , et al. Cloud technologies for flexible 5G radio access networks[J]. IEEE Communications Magazine, 2014,52(5):68-76. |
[80] | CHECKO A , CHRISTIANSEN H L , YAN Y , et al. Cloud RAN for mobile networks—a technology overview[J]. IEEE Communications Surveys & Tutorial, 2015,17(1):405-426. |
[81] | ANGER F . Smart mobile broadband[C]// RAN Evolution to the Cloud Workshop, c2013. |
[82] | China Mobile. C-RAN the road towards green ran[R]. China Mobile Research Institute, 2011. |
[83] | NAMBA S , MATSUNAKA T , WARABINO T et al. Colony-RAN architecture for future cellular network[C]// FutureNetw Mobile Sum-mit. c2012:1-8. |
[84] | C-RAN the road towards green ran[R]. China Mobile Research Institute, 2011. |
[85] | LIU A , LAU V . Joint power and antenna selection optimization for energy-efficient large distributed MIMO networks[C]// IEEE ICCS. c2012:230-234. |
[86] | LIU L , YANG F , WANG R et al. Analysis of handover performance improvement in cloudRAN architecture[C]// 7th Int ICST Conf CHI-NACOM. c2012:850-855. |
[87] | SPENCER Q H , SWINDLEHURST A L , HAARDT M . Zero-forcing methods for downlink spatial multiplexing in multiuser MIMO chan-nels[J]. IEEE Transactions on Signal Processing, 2014,52(4):20-31. |
[88] | 5G vision and requirements[Z]. China IMT-2020 (5G) Promotion Group Whiter Paper, 2014. |
[89] | YU C H , DOPPLER K , RIBEIRO C B , et al. Resource sharing opti-mization for device-to-device communication underlaying cellular networks[J]. IEEE Transactions on Wireless Communications, 2011,10(8):2752-2763. |
[90] | ZHAO W , WANG S . Resource sharing scheme for device-to-device communication underlaying cellular networks[J]. IEEE Transactions on Communications, 2015,63(12):4838-4848. |
[91] | XING H , RENFORS M . Resource management schemes for network assisted device-to-device communication for an integrated OFDMA cellular system[C]// 2015 IEEE 26th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).IEEE, c2015:850-855. |
[92] | REN Y , LIU F , LIU Z , et al. Power control in D2D-based vehicular communication networks[J]. IEEE Transactions on Vehicular Technology, 2015,61(12):5547-5562. |
[93] | JUNG Y , FESTIJO E , PERADILLA M . Joint operation of routing control and group key management for 5G ad hoc D2D networks[C]// 2014 International Conference on Privacy and Security in Mobile Systems (PRISMS).IEEE, c2014:1-8. |
[94] | WANG J , ZHANG X . Adaptive power control for maximizing channel capacity over Full-Duplex D2D Q-OFDMA ad hoc networks[C]// 2015 IEEE Global Communications Conference (GLOBECOM).IEEE, c2015:1-6. |
[95] | MACH P , BECVAR Z , VANEK T . In-band device-to-device commu-nication in OFDMA cellular networks: a survey and challenges[J]. Communications Surveys & Tutorials,IEEE, 2015,17(4):1885-1922. |
[96] | LEI L , ZHONG Z , LIN C , et al. Operator controlled device-to-device communications in LTE-advanced networks[J]. IEEE Wireless Communications, 2012,19(3):96. |
[97] | ZULHASNINE M , HUANG C , SRINIVASAN A . Efficient resource allocation for device-to-device communication underlaying LTE net-work[C]// 2010 IEEE 6th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob).IEEE, c2010:368-375. |
[98] | ELSAWY H , HOSSAIN E , ALOUINI M S . Analytical modeling of mode selection and power control for underlay D2D communication in cellular networks[J]. IEEE Transactions on Communications, 2014,62(11):4147-4161. |
[99] | CHO B , KOUFOS K , JANTTI R . Spectrum allocation and mode selection for overlay D2D using carrier sensing threshold[C]// 2014 9th International Conference on Cognitive Radio Oriented Wireless Networks and Communications (CROWNCOM).IEEE, c2014:26-31. |
[100] | HAN M H , KIM B G , LEE J W . Subchannel and transmission mode scheduling for D2D communication in OFDMA networks[C]// Ve-hicular Technology Conference (VTC Fall).2012 IEEE, c2012:1-5. |
[101] | LEI L , SHEN X , DOHLER M , et al. Queuing models with applica-tions to mode selection in device-to-device communications underlay-ing cellular networks[J]. IEEE Transactions on Wireless Communications, 2014,13(12):6697-6715. |
[1] | 王莉, 费爱国, 张平, 徐连明. 智能应急指挥通信网络新框架与关键技术研究[J]. 通信学报, 2023, 44(6): 1-11. |
[2] | 赵仕祺, 黄小红, 钟志港. 基于信誉的域间路由选择机制的研究与实现[J]. 通信学报, 2023, 44(6): 47-56. |
[3] | 魏德宾, 潘成胜, 杨力, 颜佐任. 基于网络流量水平等级预测的自适应随机早期检测算法[J]. 通信学报, 2023, 44(6): 154-166. |
[4] | 刘盈泽, 郭渊博, 方晨, 李勇飞, 陈庆礼. 基于有限理性的网络防御策略智能规划方法[J]. 通信学报, 2023, 44(5): 52-63. |
[5] | 张佳乐, 朱诚诚, 孙小兵, 陈兵. 基于GAN的联邦学习成员推理攻击与防御方法[J]. 通信学报, 2023, 44(5): 193-205. |
[6] | 王再见, 谷慧敏. 基于联合优化的网络切片资源分配策略[J]. 通信学报, 2023, 44(5): 234-245. |
[7] | 周大成, 陈鸿昶, 何威振, 程国振, 扈红超. 基于深度强化学习的微服务多维动态防御策略研究[J]. 通信学报, 2023, 44(4): 50-63. |
[8] | 苏新, 张桂福, 行鸿彦, Zenghui Wang. 基于平衡生成对抗网络的海洋气象传感网入侵检测研究[J]. 通信学报, 2023, 44(4): 124-136. |
[9] | 陈晋音, 熊海洋, 马浩男, 郑雅羽. 基于对比学习的图神经网络后门攻击防御方法[J]. 通信学报, 2023, 44(4): 154-166. |
[10] | 谢人超, 文雯, 唐琴琴, 刘云龙, 谢高畅, 黄韬. 轨道交通移动边缘计算网络安全综述[J]. 通信学报, 2023, 44(4): 201-215. |
[11] | 李建锋, 刘哲宇, 荣洋, 李展, 廖柏林, 屈林曦, 刘志杰, 林琨煌. 用于线性噪声时变凸二次规划的归零神经网络[J]. 通信学报, 2023, 44(4): 226-233. |
[12] | 王一丰, 郭渊博, 陈庆礼, 方晨, 林韧昊, 周永良, 马佳利. 基于对比增量学习的细粒度恶意流量分类方法[J]. 通信学报, 2023, 44(3): 1-11. |
[13] | 蒋丽, 谢胜利, 田辉. 面向数字孪生边缘网络的区块链分片及资源自适应优化机制[J]. 通信学报, 2023, 44(3): 12-23. |
[14] | 戴千一, 张斌, 郭松, 徐开勇. 基于多分类器集成的区块链网络层异常流量检测方法[J]. 通信学报, 2023, 44(3): 66-80. |
[15] | 林云, 徐怀韬, 王森, 张思成, 庄龙. 基于特征融合的通信语音干扰效果客观评估[J]. 通信学报, 2023, 44(3): 105-116. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||
|